{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "555bccb8-d8a9-4b69-ac1a-1e02453efc26",
   "metadata": {},
   "source": [
    "# numpy数组创建习题\n",
    "#### [Numpy数组创建: 1. 按要求补全代码，创建一个全0一个全1的数组]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "915ab2aa-e263-4b77-9cd3-41c9745eeb38",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "x0 shape:(2, 5)\n",
      "x0 concent:\n",
      "[[0 0 0 0 0]\n",
      " [0 0 0 0 0]]\n",
      "x1 shape:(5, 2)\n",
      "x1 content:\n",
      "[[1 1]\n",
      " [1 1]\n",
      " [1 1]\n",
      " [1 1]\n",
      " [1 1]]\n",
      "\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "x0=np.zeros((2,5),dtype=int)\n",
    "x1=np.ones((5,2),dtype=int)\n",
    "result=f'''\n",
    "x0 shape:{x0.shape}\n",
    "x0 concent:\n",
    "{x0}\n",
    "x1 shape:{x1.shape}\n",
    "x1 content:\n",
    "{x1}\n",
    "'''\n",
    "print(result)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d52237b0-6f7a-4e70-9a29-eb21f82765e0",
   "metadata": {},
   "source": [
    "#### [Numpy数组创建: 2. 构建对角线矩阵并绘制出其对应的图像]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "4a6fa3c6-ea78-4294-bd32-8d8f466b383f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "x=np.eye(100)\n",
    "plt.imshow(x,cmap='gray')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "be8f312a-cc1d-4822-bcd6-28fb950ef8f6",
   "metadata": {},
   "source": [
    "#### [Numpy数组创建: 3. 绘制等差数列对应图像]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "6b11511f-50f3-4be3-9fdc-5bae0f2687c5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[  0   5  10  15  20  25  30  35  40  45  50  55  60  65  70  75  80  85\n",
      "  90  95 100 105 110 115 120 125 130 135 140 145 150 155 160 165 170 175\n",
      " 180 185 190 195 200 205 210 215 220 225 230 235 240 245 250 255]\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAgMAAAAdCAYAAAA3mG+VAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/NK7nSAAAACXBIWXMAAA9hAAAPYQGoP6dpAAAA1ElEQVR4nO3cOw7CMBQAwRgluf+NzRGwEGCknamt5/yKlYuMOec8AICsx+4LAAD2EgMAECcGACBODABAnBgAgDgxAABxYgAA4sQAAMSdqwvHGEvrruv6yJrKrPN8/Qru+16a9et73LFn4bn+66wdexZmrXyrx7H2vXrfZr3LyQAAxIkBAIgTAwAQJwYAIE4MAECcGACAODEAAHFiAADixAAAxC3/gXDO+c3rAAA2cTIAAHFiAADixAAAxIkBAIgTAwAQJwYAIE4MAECcGACAODEAAHFP5IIKNza7zIcAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "x=np.arange(0,260,5)\n",
    "print(x)\n",
    "plt.imshow([x],cmap='gray')\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eb5b10d3-e90d-4332-ac37-071c2c7543f1",
   "metadata": {},
   "source": [
    "#### [Numpy数组创建: 4. 绘制两种随机量对应的折线图]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "26cec9e0-587d-44f9-830a-270f9d7ccf38",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "from numpy.random import randint \n",
    "import matplotlib.pyplot as plt\n",
    "x=np.random.randint(0,50,size=100)\n",
    "y=np.random.randn(100)\n",
    "z=np.random.rand(100) \n",
    "plt.plot(y)\n",
    "plt.plot(z)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4d99ea13-e18f-4339-948a-51a174b5483d",
   "metadata": {},
   "source": [
    "#### [Numpy数组创建: 5. 绘制随机噪点图] "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "c59ae436-954c-4df5-9eee-6a4d397ae5e6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYUAAAGFCAYAAAASI+9IAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/NK7nSAAAACXBIWXMAAA9hAAAPYQGoP6dpAAB1sElEQVR4nO29ZdRe1dX9PWlLgxdrcXcvEDxIcYolSIq7FS8EDwWKW0sJBClOKe6uKU6RB4dihQDFtUCLlDz/b/s/1+/cubkY74f3He+Y89NeY+e+rnOds8852XPNNdc4//u///u/CoIgCAJJP/h/+wCCIAiC/+8gL4UgCIKgIS+FIAiCoCEvhSAIgqAhL4UgCIKgIS+FIAiCoCEvhSAIgqAhL4UgCIKg4Ue9/sPDDjusxNdcc00bn3POOWVup512KvFRRx3Vxsccc0yZ23bbbUs8fPjwEt97771tfOONN5a5gw46qMQ+f8stt5S5r7/+usTHH398G48cObLMffPNNyUeNmxYiTfbbLM2/uSTT8Z6DJK07LLLtvGQIUPK3Pbbb1/i+eabr42ffvrpMvfTn/60xJdddlmJJ5poojaea665ytw999xT4sUXX7yN//a3v5W50aNHl/gPf/hDG2+xxRZl7txzzy3xSSedVOLrrruuz+OTpMMPP7zE4447bht/8MEHZW6rrbYq8TbbbNPGXJdHHHFEibk2N9988za+6qqrypyvaR4Hr939999f4kkmmaSNd9hhhzL33HPPlfizzz4r8SyzzNLGF154YZk788wzS7ziiiu28WKLLVbmFlxwwRKfccYZbfyf//ynzK299tol/slPflLiSy65pI1PO+20MjfZZJOVeN11123jAQMGlDlen5NPPrmN99lnnzJ36KGHlvjSSy8tsa/bF198scztv//+JZ5gggnamPconw133nlnG/s9KEkPPvhgiX/zm9+U+KOPPmpjP2eStP7665d4r732auNrr722zM0///wl9vv/Zz/7WZk7+uijS/ztt9+W+LXXXmvj559/vsz583RsyE4hCIIgaMhLIQiCIGjISyEIgiBo6Dmn8Mgjj5T47rvvbuP77ruvzD311FMlvuGGG9p45513rgfwo3oI5F+d/xtvvPHKHDnJK664oo2feeaZMkcu7eOPP25jcpnrrLNOiclLn3rqqW283377lbnzzz+/xG+99dZYj2HRRRct8XvvvdfGztP29bc8pkknnbSNBw8eXOZ23333Ep911llt7Fy+JC200EIl/uMf/9jGzAOsssoqJfbrLFU+09eLJG244YYl9jXDXMsbb7xR4q+++qqNV1hhhTJ3yimnlHjllVcu8XTTTdfGQ4cOLXM8xyNGjGhjrrV///vfJR41alQbkx9mLoZ5As8XnX322WXOcwiS5P6V/lukbu5lo402amPmRGabbbYSk/9effXV25h5AnLcfq9x/UwxxRQldk6eeaZVV121xMwprLHGGm181113lbmNN964xJ5DZD7Or6sknXDCCW3Mc8pcy957711iX+Nbb711v//2z3/+cxtfcMEFZY7r+IknnmhjPjNvv/32Ev/9738vsee7HnroIX1fZKcQBEEQNOSlEARBEDSM02s/Bco2L7/88ja+6KKLytw//vGPEu+2225tzC2jUyZSledJdRvo9JAkvf/++yX2bRRlpNyuLbzwwm0899xzlznfuvX1vTvuuGMbU3J3wAEHlPjxxx9v43nnnbfMkSr75z//2cb/+te/ypzL8fo6xieffLKNl1566TL3q1/9qsROhTz88MNljtJFl845HSFJSyyxRInPO++8Ejtl8dJLL5W5qaaaqsS+ZlzCLHXpSafdeE5JcS2//PIlvuOOO9qY55AyTf/bX/7yl2WO58nln5Tq8nP93pHq75166qnL3Lvvvltil2y/+uqrZY7rafbZZ2/jDz/8sMzxnuWaccroscceG+sxSNLAgQPb2NehJN16660lnmOOOdp4zTXXLHPLLbdciUmb+Lol9Ucp9YwzztjG77zzTpn7wQ/q/4W//PLLNv7tb39b5rieZp555hI7vbrvvvuWOT4zXfrKe3KeeeYpsa8hUve//vWvS/yLX/yixC5nffTRR8ucU1hjQ3YKQRAEQUNeCkEQBEFDXgpBEARBQ8+S1GWWWabEziuSv6fNgnNchxxySJlznk3qyvecxyavTpsL50lpA0HrDc9VuG2FJF155ZUlJh/rPB2lfdNOO22JXX5I+efNN99c4gUWWKCNV1tttTJH6evFF19cYi99d2sNqcu7u9TvtttuK3PPPvtsiV1mutRSS5U58vWUWi6yyCJtTB6dsmWXG88555xljnYOnodiroJyUM8hSJV353qidNevD+0OyC2/+eabbeySWakrraR80u02yMGTd3d7h+22267M8V5yWTP/Lbllcs9uF7LJJpuUuddff73EnlOg/JP8veeZmJdhPpHPnA022KCNyaN7TkeqeQK3W5G61g9vv/12G/M+47OA683lobSbWGuttUrslhi0nplwwglL7Lk+5nCYH6WU2iX1lGT3guwUgiAIgoa8FIIgCIKGvBSCIAiChp7rFKgrd/7S7XAlafLJJy+xl6fTXpZ/6yXnUrUhpi7+r3/9a4mdz6QNMj/34IMPbmPqu73EX5Kuv/76sX7PscceW+Zo5+C1ByyvZ97guOOOa2PaL//lL38pMXMkbu9Ae99pppmmxM7Huj2D1D2nft2ZPyFP7XbkUs3bzDTTTGWOtgpuJ+DrRepaJ3j+hLUT5Jr5Wb6GaDPC3+4WxLReH2eccUrs9QRuz93X95C39t9Aiw/aXiy55JJtTE09czqem3G7canLaTNv4Pel5wyk7j3s55TW+J5r4WfRqoK5GK6ZTz/9tI39PEjdNeK1RP/973/LHG1T/NyQr+fn8jni64L5OeYJvvjiizbm+v/xj39cYresZ/7q888/LzHP25/+9Kc27s+Se2zITiEIgiBoyEshCIIgaOiZPmL5+umnn97GlP2xexRldg6W6nOb7s6DL7/8cpmjVNQln04PSV25nm8/OUdJ7QwzzFBi3y7vueeeZY6OklNOOWUbs+z9lVdeKbG7r9Jx9MADDyyxWxhIlc7glp3SV5fRbbrppmWuP5qKW2vKfukwuccee4z1bylVvPrqq9u4P3dMqTqscstOuwC6mfpadQsSqW7vpepySak06RjfwrMrmG/npS4N6lYptGvgOvCOYqSlKHV1F1vaWFAOSpmmUzs8ftIxbu/AY+C94zJmurrynqVD7EorrdTGTiVJ3eeIU3g837TWcZsbymBJLVM263/Lrn9c826BM/HEE5c5yq69+yNpQnaHcydmqT6TKD0mtdkXslMIgiAIGvJSCIIgCBryUgiCIAgaes4pkEtzywNKpmhV6zzj+OOPX+ZYhk0+1m0jvExc6lo9OH/GvMb0009fYrc0uOmmm8oc5YbktD3n4FYOkjTZZJOV2DlHWiXw9zgv7VJWzkldTt5zF7vsskuZm3XWWUvs/CU7cjH/4CXz/LfMa/D3OT9OSwzyom57QWsHfq5bKtPqZNdddy0xbZ9dOsrfSqmfd6ijTQc5YOeT99prrzLHrm20QvbcGKWhzqNL0gMPPNDGnrORuh253B6e0l3+Le1N/N8zT8AOiN6JjR0Bac3u1vnsykY7b94DRx55ZBszF8ZnkN/Tnq+SuvYmnsvwnI3Utf9Yb731Suz2/VwjXIueH/VrI3Ut0717ol9zqZu7Y87W5cQ8/7S86QvZKQRBEAQNeSkEQRAEDXkpBEEQBA095xRoz+q6Z5Zo04J40kknbWNy+yzDph7c29ZxjjYLzn97mbjU5eycW/M2nlLXQuL3v/99ib1EnVws8xHOdbo9g9S1D3jmmWfamNwl9cWsj3DrYLY1JO/udsC33HJLmTvttNNK7G0NyXd/V3vOv/3tb21M+wbq5j0/wRoAauq9loJ6b/L11KT7tRs0aFCZIwfsnPdDDz1U5pgT8WNkDufEE08c6zFI1Y55wQUXLHNu1yDVPBptnD2vJNW6HtYa0GKF+RXPlbF+g1y/36PU9bveXqrtLbmG3epE6ubcPvnkkzbmmiDv7vcda6xuvPHGErvNNo/J8xhS10LG84t+fFK3lad/r7cllbotjD3nwDws7cmZ4/H7jlb+fGb2hewUgiAIgoa8FIIgCIKGvBSCIAiChp7bcdJy1XlS94iRuhpc52qp73bNudTlBt3m1tvxSdVzRap8K7l+2nn/z//8Txu7J4nU/T20DXfbYWrDyQl/9tlnbUxvFFpyO9/nxyd1+VZv3SlJ+++/fxvzHJJrdt0/vV5cRy7VXAbzDeTrf/nLX5bYuU3mpMjJ+zHTM8ZzLZL0wQcftDHrNdgq0usSpFoDwevB3zPJJJO0MXnpLbfcssSesxo6dGiZYy6GuSTnzseMGVPm6H3kuSP+NnpGufU3reR5Leln5H47zLGR//Y6BnLW7pEm1Rah9EyjNTs19b/+9a/b2H+bJK2wwgoldt8knlNaya+66qptzPybrzWpW5vj/D5zCrzu7rfGHBst+H1ds1aCvk+sI/E8Le/nXpCdQhAEQdCQl0IQBEHQ0DN9RKmlb73ZsYrW004ZsaMYOzX5Vk6q20LSIrTldYsMbve5tXOLbsrQKPliGbl3tCL9stlmm5XY5azcMtI2wq1EKEm96qqrSkxpnNMBLIPnVtu3pk47SdXaQar2zJTy0SacttW+/SedR0rI5cak72jb4efxqKOOKnOkda644ooSu1025Xq/+93vSnzttdf2+Z1St8Ob04T+d1J3C0/5p1tnU85K6sNltKTZSEd6Nz5SNbTeIOXra+aPf/xjmaNNhNtTUD5J6wenV2lrQcsYdj3za0frE8pz/f6mxTtpZ6eWnZ7r6/h32223Ep9//vltTNk772Gn3Ugz81q6jYdLfqWu5P+6664rsT8z+Xxy2f7YkJ1CEARB0JCXQhAEQdCQl0IQBEHQ0LPNBcvX3f6AVhW0c3Dun9a6tEqgRNXlfd4iUJLWWmutEnvpuHN9Urdk3vl7t7SVupbcPEUuu3OZmSRNOOGEJXZ+j1wseWpvq8cWezwmcvLOHZLbp7WInxuW29O63C1MyINSCsfchXO5tK4gz+u5C3K+5FSdT7777rvLHC0lKOl0iwbyrbT3du7222+/LXMuS5aqzJH3Ctuu0i7eW2GSh+a183XsFslStw2rS0l5DpmjYi7Af8/9999f5twOXqryT+YeeT+88MILbczWr2wvSlsbtxHvTxoqVesaSoCZX3GpK/NklFlzbbplDO+lYcOGldjzjTx+5qFcgk77d1qzUzbrth1c/8y99IXsFIIgCIKGvBSCIAiChrwUgiAIgoae6xRYi+Bacm/HJ0kHHnhgib3F3dlnn13maJ9BHbDzx+Q2WZK+7LLLtjFtImaaaaYSe37C7QykLm9I7tzrJdyGQ+qW0Luenbzhz3/+8xK7tQBbhLpGW5JWWWWVEvvvZa7C25RK0nHHHdfG5513XpljO1H/t8xVkC+mXbnbh4wcObLM0f7ANfVstUj7aJ/nMbGV549+VJe4a7q5RriefF047yx18wTeypN20eSpeT28hoN8N/NmXg/B+gdq7P230kKC64k2C173QusQ2i64/p6WGIy9HoJW68wH0ZLfW7byuveXE3GOXerWMHnrXuYQWD9A/t7PBXM8XMeei2F+lL/dbc9PPfXUMsc6BVqUeO6SNT+9IDuFIAiCoCEvhSAIgqChZ/qInZp8e0Nrga+++qrE7j7pFI/U3e6TyvFOWnTEZKn+mWee2cakmgh3/6R9A7dydPikjNZBOunVV19tY25xadPh3b1owUC7A57H++67r43Z8YkyQbfXoLSVDp/HH398Gzu9JXW34ZTkOb00YsSIMsfr7tYPnHO3Val28ttjjz3KHKmz0aNHl9g7adEqhOvpiSeeaGPSCLRrcTsTWgk4BSdJw4cPL/GGG27YxmuvvXaZI0W07bbbtjHpR8qwndJipzJeD9KrLukktXTJJZeU2CkiSmrZCc8l3KSP3D5G6tqOOD1G12Pa47g1B92VSes43f3++++XOdJua6yxRoldwk2qcvXVVy+x02zf5/i5/ik9vvPOO0vsNBttYEjn9YXsFIIgCIKGvBSCIAiChrwUgiAIgoaebS7I1bp1Nrs4ked1WSm7BlFaST7cS90pX6U0y603ODfeeOOV2DnTjz/+uMxRwvbDH/6wxPvtt18bU6438cQTl9itkNk9jdJdt06gfQP5bkp3vdyeEk5yjp4zYb6BEjaXQFIG6Fy4VKXHUv3ttMAgz/vOO++0MdcPP3fcccdtY54n2jzTntnPE3M6tErYaqut2phW2SeddFKJ/ZxTlkyZ47/+9a8Su4UJ7Sdoh+DWHFzTbiEh1Vze0ksvXea4nr744osS+793ewmpm8vw/NbVV19d5ngvuT027wfeO5TB+7XkfUfbbZeV086EOUTvrMgcyMwzz1zit99+u8SeN2CukfehPzM9pyl1LdPdcoUSZua3mHPwVgVcP57jHBuyUwiCIAga8lIIgiAIGvJSCIIgCBp6rlNwHbxUOT3n8qVuWzoH9d20VCY/5npqlvwz/+B20+RxWTLv9t7koVmn4NysVG2U2SKUbSdda019N7laL1dnrQetEy699NISe12G1xZI3VoEL5tnjoccpHP/rLMgL03rB2+J6BptqVqKS/X6UJvvVuU8ftZreK2HJI0aNarEXkdCbfjBBx9cYre0dqt1qcsfuyUxawBYp8D6Dl+r1K/TftlrNFgTQE7+tttua2PmoKi3p1WN898nnHBCmeNnudUD84s8JufZmZNijoE2Kn5f8n7gmvG8H3NShxxySIn9OcJ7ktYtXp8lSZtsskkbs60vc1ZeizPffPOVuSmnnFJjw4cfflhivzZSt37Ic68PP/zwWD93bMhOIQiCIGjISyEIgiBo6FmSyg4+XkpN+ohUze23397GpEXWX3/9ErOs/Jprrmnjueaaq8zR6dE7N9GWg9s1335ym0paip20vByfthYurZSq6ygpCMo0na7Yf//9yxxtL1iu7hI3d32UuttPl0RSNsftpm9N2b2LW223hZCk5ZZbro1pgXH55ZeX2Lf47OzFjmjePY3rhbQhu5z5b6Abrn+uVO1N+Nv+9Kc/ldjXNWk22loceuihJfbfS8lgf+ecdiCkNtzZlVJXfg+tE9zhlhTcvPPOW2K3rqCjJ6lLl/3S1ZUUCj/L1zVlmpTJOh3G8+S0mlQl21zTlI273FOqcnsfS9V2R6pyaKe3pO6aOffcc9uY54UUKbvz+SOdFB0p076QnUIQBEHQkJdCEARB0JCXQhAEQdDQsyT1lltuKbGXWjuXL3U5Ly+hp4SQElSWlS+11FJtTKsB5+ClymG7bbDUtXNwG25yvixlpxzXJZLspsb8iktUya9SBnjMMce0MXlQSiBpJ+DXg7w6eWm/XvxtlGU6l848B68zpcj+2bQluPXWW0vsfDH5Vdr/usRzwQUXLHOe65K68tyBAwe2Mflj2lP4+vJ1KFULDKnmSHhe2LmPnPa7777bxrSw5jF6bsztGaQu9+z5LdpAkFvm2vQcFe1lKL3060VJLXNWnl/85JNPyhzPG+1n/JhoMU6JrecYKN/mWvQcGz/Hu9dJXQsWvz+Ye+Hfel6WNjzML3oujBJgdq9kLsktfD766CN9X2SnEARBEDTkpRAEQRA05KUQBEEQNPRcp0A+3y0ZaO1AXb9r0FdcccUyx5Z7LKk/+eST29htLCRp3XXXLbFzhbQVprWAa9LJD7OdIjXQnp9gWT/5e8+Z8HNoAeC1CKw1oP0v60auuOKKNibPTo39Kaec0sbk0f/yl7+U2GtBTj/99DJHfTTtpL2+4LHHHitztLyeYoop2njhhRcuczxGz7d4HYjUrUsYOXJkif33MM/ENo2+FlmXwOvuOSrm2Nh2kufYa0NokUFLZW9XS8sYXg/nrZlnYt0LbcN93bIWh3nBnXfeuY2ZE/QcjlSt2HlO+SzwFqeSdNZZZ7Uxa5Q8VyHV/ATrHWhr41YVrCFhi1O2JvU2p3y2sRWs23KzPSpzPIcddlgbTzfddGWOeTJeHz9vzL34fTY2ZKcQBEEQNOSlEARBEDTkpRAEQRA09JxToK+H+/+QG6Slsuv+2WLvsssuKzHrFlxD7NazUtenx/+ta7+lyqNLNe/BFpTOMUpdTxz3LaG+mDp55z7Jf5PrdBtxt8KWuvUQiy++eIndQ4o6bK/fkGoOiHkZXjvmERysS1hggQVK7Fbn5IuPPPLIErunDPMld911V4nd18r9ZKQuZ8pcjP+tt1KUuhbE7s1DrbhbWEs1z8F2m9SKez2KVD2YPGcgVV8hqXL2rBfgveR8Putn6OnDXIDnDVgPxJoGv5b0qeL3ek2Qe0v1dQysCfBaHXL7tLv3Gg4+N1jj47kZtuPcdtttS0wbdM8XMZ9Ie3j3a+LzlB5F7s1GzzTWfvz73/8uMX3FHMxV9oXsFIIgCIKGvBSCIAiChp5tLtzCWqql46RbvOOWVKkcygtpqzB06NASu9zK7WSlbjcvty8mPcFOTS6J5DaVW8hBgwaV2Lfe3Npx+++dzfjbaefgXZ64FSWdxNhlaNyKsuObd27iVpoyWZdIkrKiXJKW6S4LpjSO9Itv8UmzUern55gWyqRuuGacIjrvvPPKHOWHLvPl8VP+6ZQd5arsHEfbC5cQuxRR6spznX4lFeBW2VLtBrfLLruUOVqv8/e5/JsMM+01nAZiJ0LKo91+huuHdvdcI94VkBYZlHT6bye9stlmm5XYrw+lrbz377nnnhK7pQTpU9rY+P3A60FbGz8X55xzTpmj7PrFF18s8Y9+9H8f62wL0AuyUwiCIAga8lIIgiAIGvJSCIIgCBp6lqTSOthzDOTKyVe6xJAyQJaCswTd7SloGcty74kmmqiNX3nllTLHlpRua0u7XFpkMMfg3C0larTLdV6av52cqkvJyNuS86VFsecuyEEyH+S8qFtuS13rZufZL7roorF+jtTNp3jeicvM8xpS5WZvvPHGMkfblC233LKNyReTh/Y8jSQNGTKkjSkZ3HXXXUvsXDlzR7SN8HXA88Q8B3l3z7nRbsLtZKQqR3z//ffLnFtLS1VWSm6f7WlpVeM2DJS+Uv7pHDatXGhHsd5667Xx0UcfXeaYk2K+0eWstEmhPNpt3pdeeukyx/vDZadsU8r8Fv/W5cTMIfD55Pcw1y3vJZdwH3TQQWWO+Ubmkl544YU2piUJc7Z9ITuFIAiCoCEvhSAIgqAhL4UgCIKgoeecArkprxEgN0j9t1vrkk+lTp58vls/OJcsSfPOO2+JvU5h++23L3Nffvllib0lIm06qIFeZZVVSuw89QcffFDmmF/xPAj/LblyP37yqayz4HlySwnylWzF6JYfc801V5lzfbdU7Zd/+MMfljnn56Uu7+4cMC09aMVBewQH19Phhx/exmwT6y0opa4lgFs20L6EdtK+DvzaSF37A7c3ZntX5uNo/eBWHbRc6c8enhYezH25bp528G5TI3VbYe61115tTF0/806eN6AdCPMRXhPAfA9b6PKce80JfzstSvz+4Zpm/sSP33MEknTAAQeUmK16PefA88T2qJ6jos0I80GeE2HtBPOYfIZ6foLPZh5TX8hOIQiCIGjISyEIgiBo6Jk+Yvcul4DR8a+/cm9aCZA2IE3issabbrqpzD366KMlfvPNN/s6dEndralv/ymFo5MrOxu5JM8lp33BKaOtt966zNGB1LfslPZx+0/Zps/zevCzvPSdHaCc6pOqgySlbzPMMEOJ2d3OpXOk1Vw+LFVJLTuT0WXUXTpJe5CuoPTSKTBSQJQ1uryY1CXpiqeffrqNSUFQenzxxReX2C1KKF8lbevuoC+//HKZ4/3gtCHpCT9eqSu1dMkzHYZ5jl1OzPPCv3Ublf/5n/8pc5SR+/3AzyaFRSm4/y3XKWWnbstD6pjPnN/85jcldhqOjr3upixVCfQ888xT5nz9S9IGG2zQxvfdd1+Z4zEOHjy4xG6RQYk213xfyE4hCIIgaMhLIQiCIGjISyEIgiBo6Nk6m7In58fGHXfcMsfOUs7J0x6A/B6tLJzrZBeqk046qcQuRyQHTBma832UxtHWlpz8VVdd1cbk0cm3umSNJfOUh/k5ph05LRgo0/Tf492gpK5Vs8vUKHdzq2yp5mKYDzr00ENLTL7V80O02iDP69bZlFayw96AAQPamN27KEklV+6cvMtIpa7FuF9nlwhKXduOCSaYoI1POOGEMue2A319j1u98HgpufXOfuSwKQf160zblJNPPrnEXG+el+KadqsKqV47WofQ+sGl4OTrefzswrjFFlu0MfM2/CzPT9BKnnYzfsw/+EH9fzK7tlHu7Z0XadfP3+M5RFpgMJfncvv+citS1/LD84S0w0lOIQiCIPheyEshCIIgaMhLIQiCIGjouU6BXP9ll13Wxizr9zmpctrUzbLknyXpbitMC1y2PXSLbuYJ+uMVad/AHAm17m7ZQE6e3+Mc3k9+8pMyx7oF16hTw816CGrUXYfOGga3qpAqt8njHTZsWIn9XLAtJnlpasX32WefNn7sscfK3GyzzVZit4K49tpryxz5YufoyeOyVsUtiKXatvHOO+8scyuttFKJv/jiizbmmqDNyCGHHNLG5KVpzU4+3O1OWGPi51CSRo0a1casc6GltfPUzGPQ5vy9994rsee7aElC23NvD8l2rsyveA6RVg+8P5gb+8UvftHGtNhna9K55567jT0XIXVzCmPGjGlj1pR4Dkfq8vvO5zNvRisOz8kttthiZc5zE1LNL3KtMXdHGxvPLzLnybalfSE7hSAIgqAhL4UgCIKgoWdJ6h133FFipyt86yx1JZ1uweAUj9SVZXJr5x2jWNrOjkS+ZaRLKreX3uWMWzf+VlpkuDyRdgGkGZwGYhctUjfuIEnHRacN+jom3ybuscceZY4WE+4Ky/NCl06nGWgDwe2+0y1SlUHyujstKNVSfX4unU79t7711ltljnQeJYRO7ay//vpljtSlW2hQDs1r6dYDpETZTY3r1ulI0i2kY/qzxKDM0V1FvTua1LUHIdydmE66lGk6Zed/J3XpC7dsoHyYVBnXiFt+kPWmbNalr6Q1Ka12GTZl41wjXONuc0GqidY0LscnTcVz6tQfKVI+n0glO9XPjo29IDuFIAiCoCEvhSAIgqAhL4UgCIKgoWdJKjlt55e9m5XULYM/66yz2pjd0sjZUUL44osvtjH5erfslWoHpVtvvbXM0cL3z3/+cxvTwoCcMK2OXQLGfAq7RXnnJn4upbx+KWgHMnDgwBK7BYMkLbTQQm3MvAxzCs5h85j4t/65lFqyZH6nnXYqsec2/HOkrszUudk55pijzFEC6fkHyolpKUFO3rutkYtlTsH5fdqxuDxSqvJDSk6HDh1aYkpU/f6ZffbZyxxzPtNPP30be85A6v52X3vseEiuv78ugLSSp5Ta52l77jlBqZ63+++/v8zxOjM/4dbttJrmfei5PM/V8XOkep4ou/YcjtSVAbstCa111lxzzRJ/9tlnbUxpPmWnbufP889cEvNdLjvlOWSusi9kpxAEQRA05KUQBEEQNOSlEARBEDT0XKcwyyyzlPiee+5pY2+PKNUcglQ13bTSdXtfqct/O0/NlqDHHXdciV0vTd0vy+I9J8J/S66cth2bbrppG1MHT+21H7P/ndTNE3gLPtois2SesXP2LINnfYHzlTz/5L/d9sLrG6SurQJ50uuvv76Nqf9m60Xn92kL/uWXX5bY7bLJzzOHwHzQcsst18a8ruTVPadAewBeZ78HmDfz+hmpmw/y++Ooo44qc7Q+9lzY+OOPX+bIf/s9y7qdCy64oMTewlHq1jw4uObdevquu+4qc7TX8HoJtu398MMPS+ytbKWaq2HtB+swPI9AOxZy/26Jw2tD23la2HuNAy3ePYcgVRuVmWeeucyxpsGfFbwWrJWYYoopSuwtjFmzlJxCEARB8L2Ql0IQBEHQkJdCEARB0NBzTmH55ZcvsdvaDho0qMyxbsHbWbKFJmsE3BtFqjbK32Wd7Tp66phpa+u6c/dJkbpacbbK87wIeUPmPbzOgsdAS2s/DreSlqq3jtTlNt1ymbyh1yVIlfddd911yxz17K7hHjlyZJmjnTc9i5x7ZvtNehS5xp6+TltttVWJPc9Bbp/Xnbpyz0/wutI/x68tawJox+y5DPLdtF7neXPemvwwj9Gvu1skS139urceZU6Q1uW8l9wviOeF3mZeb+PrXZLWWmutsR4j82bMM/nak6SPPvqojXkOybP799D2n15a888/fxszf+V+S1K39sDzBPRQ4z3reSfa2/tvk6onHH3DeI8yl+ftXen71AuyUwiCIAga8lIIgiAIGnqmjygpdIqFW0ZuL90mluXcF110UYkp23TJIY+B8lXf7pPGoVWtUyG0vKUFAGV1Xp7PDmnsqOT2DbQgnm666UrsW17KSmnnwHmXtFGWyW24Uzm0nqZM0yk70mzsQkU5ol9b2o6QFnHbC55DUkK+DigvpITzkUceKbGfN1KXPEanuCj3dEm2VC0aeB5cmitVSbBUaR7SVKR5vIMdZcm0Q/j444/7/DtJWnjhhUtMW/pFF110rMdLetjl0JS+0sbG5ZUuwZa6VjrshOc0Iu0zKGN2GepGG21U5ij7ffvtt9uYa4D3N21h3LaDa4S2ML4WSdvScsXXBGln3g8us5bqfUlLj16QnUIQBEHQkJdCEARB0JCXQhAEQdDQs3W2825S5ZpZrs4SbufoaXHL1nKUvzl//J///KfMkSt0CwDaUruttlTlkpS60kKZbQG9HH+TTTYZ6+dK1d77wAMPLHPkCj1XwTwHZXS0TvAcym9/+9syR87R7Zh5/JSd+rX85ptvyhxbOpKr9XwF7dRp8+w2JJTgMUfi3Cz5VfLqlMm61JdrhFbObjvMY2DOyrlyXjvKh3m/uG2HW0ZIXSsR3i8Ob38qVVuI9957r8zRsoRW7W4TMc4445Q5XjufZ56A69ZzhLS1YJtM2oa7tJpWNJ67k6RjjjmmjZl/cwmqVJ9PbnnB45W61hue5+DaYz7Cc0CUvrKtr+ehaFPDnBvXm7fvZO6L1vh9ITuFIAiCoCEvhSAIgqAhL4UgCIKgoeecAlvlvf/++32OpW5pu3PAzDdQH/3GG2+U2NsCkp8kJ+/8GT93n332KbHzx9QIs9x+7bXXLrHr/ldZZZUyx3J7t+lw7bEkff311yV2npE1GLxMu+22W4md46YGeocddiixl/0zp/C3v/2txP57nKuUuhw8WzE6TzpgwIAyt/LKK5f4zDPPbGNeD9p7e55pww03LHNs50orCM+ZsJ6AVhyvv/56G9Meni0pN9988zZmXQLPMWtB3EKdNTK0PvbrzvuBdgcHH3xwGzN/wvqUMWPGlNhrBpg/Yd2OW9Mwz8f6Gtf5s9bg8ssvL7GvCalaW7A26tlnny2xW40wp3PGGWeU+JZbbmnjO++8s8wxn0LbCP8sXnfmeB599NE2/tWvflXmaKPv9SlcP6zlYgsBr9dySxgp1tlBEATB90ReCkEQBEFDzzYX//znP0vs0lLOcbvmzoKkTKaddtoS06HUu0uRGuA20J0rvfuQ1O3A5RJVOm2ygxJdLp12oGviYYcdVmKnY0hDuYRWqjQPpXB05aTlxzzzzNPGtNNgly2XzbJLGGked+0krUMbAtJHE0wwQRuz3J7XziWfpFBIi9x9991tzE5ZLiOVujYYvi5IMbKTmVMQtM+g86bThN6xTZKGDBlSYlJ0Ts9QYkv6yyWFnKNE2Nc1qTLSCLTX8HVMGoQ0m0tFKbd1yoTHREqU9wOl4e6eyw6BlNS6JPWcc84pc/xevx6k2egeS3mor1Xa+/BautyezyM+G5wSos0I1y2fOU5NcS70URAEQfC9kJdCEARB0JCXQhAEQdDQc07BbQikmjfwzmpSt4TbO5WxixZtCChndZkXpVm0jfBSfkpo3UZYqrw6+T12KiO/v8gii7Qx5Z5udyDV38M8h3evk6QVV1yxjRdffPEyx3NK+2K3CuYx0B7EbZPZmYy/3flkym/JT3Id+G/4xz/+UebIybvlATl5HqPLWcnxModAXtdly+TKySeT53XwPDnvy5wOeXbm4CaccMI2JvdPe2y3C6HVNK3N3ebC16xU15rUlcn6taSslDYqbo998803lzm/9xnTqoVyUFqzu0UJLVVoje/nmPJn2ly41JW5CVpK0I7CP4v5Ueby3DrklFNOKXO0L9l7773bmJYk7ILJ+85zMzymXpCdQhAEQdCQl0IQBEHQkJdCEARB0NCzzQVbOjqPxVJwlsx7uT3bAtImmS3snHujnQb1u88991wbk8ucfvrpS7z77ru3MW3BXXPe1zE598lcC20unEtna8gRI0aU2NtD0gKA30OtuNeNkBdl3sZ5+I8++qjMke/2eLXVVitzXocgdXX+blPw6quvljkuO89zMA9A+2hfE7QyZntXWip7nQxbUrLOwjX15IdZu+IcMFtoeptVqZubcS0/a3GYd/I1z/PPY3K7kznmmKPM0UqeuQzPmVx99dVljnkcX8duDSJ1bRY8L8g8AK20mQvwNc/8CW0jvN7pv//9b5nj+vK2uHwW8BlDax1vx0mLbtYweb0Na7mYz/JaKc+lSN08B61eRo8e3ca8n7me+kJ2CkEQBEFDXgpBEARBQ8/00bLLLltil8r59kuSxhtvvBJ7GTm3nuwKxi29l2kvueSSZe6mm24qsTtI0r6BbpNuW0Bpom+/JOm1114rsXee4jaQXak++eSTNqbDIiW2fm4oz1tnnXVKTErIuy+RPqJNhM+TRiDN49JRdpKi/JMSQ99qU1LL73EZrdOAUncb7pQjaTTaaVCK7Nt9nlOuW6etSLPRiuPKK69sY7djkKRDDz20xLRVcedQyom9c59U6bHzzjuvzFFq6TJTWpTQVdRlpVK1UphlllnKHNeMz1NCSxsSP4+k69ytVOpKuP17+RyhU6jTrzyndF998MEH25jUEqXhThNKlb7k84mUltM+dHmlJNWPmcew/fbbl5jUk9udcK2xu11fyE4hCIIgaMhLIQiCIGjISyEIgiBo6NnmgpbXLj3jHGV1nlMgb0jOixzwSSed1MYs2Sav/u6777YxOVPaQriVAjlTyhgpIXS+9fe//32ZGzx4cIndToB20eOOO26Jt9122zYmd8nf4zkEqcpdyU+So3e5ISV47H7lVhZuWS11OV9KCp3rpJUI5XsuqyMvza5nbrNAiTO5f+ZtnKulJYPnG6QqBSRfTEtltzCYZJJJyhx5XMoc3caAnLZbikvSjTfe2MbMVZBr9utOzp3yYebcvJMc1w/zKffee28bs7Mi83FuwXD77beXOXZtYy7Jrczd1kXqStv9s7gmXI4u1S56nhuSutJ2yj/dPoR2FLRr8ft/0UUXLXM77bRTif1eo00Nc6C8Hm6rT3l0L8hOIQiCIGjISyEIgiBoyEshCIIgaOi5ToHl6m49/c0335Q56uInmmiiNqZlATW2/Vm9sgbA7TOkyqmSM3UbYalqycmZskaAZfJfffVVG7PdHeGc40ILLVTmyGG7VQWtpalJJ0fvnDd/O3lez0ewJoP8pecnyPGy9oA5HrdcJvdP62PPE9CSmxr7aaaZpo15XWmdwLXo7SxpP8FWns5Fcw3wnDp/fP/995c56uKZI/Hfx3og5ie8NsfXi9St2ZhyyinbmDUM3q5S6tZDeM0JuXFed+fzeZ5ome73AHM6/K2sYfJ6KPL33o5Wqvktz49I3TamnufgM4brhzYqfszMHbEWx1vbMp/iliRSrZ148803yxzvb7Yb9fuHv50tW/tCdgpBEARBQ14KQRAEQUNeCkEQBEFDz3UK5NLcZ8jrECRp5MiRJb7kkkva+IEHHihzrs2Xqn20VOsa2J7v6KOPLrHzsfQkovWxt1pkvoQ24VtssUWJ3cKbrfH4ve7X4lp2qZtjcP06+WLy1LQVdv26c5dSl7/fZZdd2phWuvQDcr+mN954o8yRw2Zuxnndww8/vMwxD+X1A/TLYa7Cz+O3335b5mgnTX+dP/zhD238ox/V5c/r42uc9tH77LNPiZ17dl8tSXrrrbdKzPyQ12ywdoVeTs7n069owIABJfY8DmtK2MKRPLv7VtF+mXblbkvPnAg9yFyrz2vHv+V95/berBOhDb3XutCribmkoUOHtjHbBdPvi75W/vvc7lrqPp+8vom1XDvuuGOJPTfGOgSuJ6/lkmrdRdpxBkEQBP+PkJdCEARB0NCzJJV2zL798TJ3SbriiitK7LJGblMp6bzwwgtL7FYD3DK6bEuqttu0qqBcbNNNN21jlq6TqmHHNLfEHTRoUJljhyu38KV8cocddhjr8VP++dJLL5WYndh8m+hSUKlLRTkFQQkhLQBc/rbAAguUOdoHHHnkkSVeddVV25iSyGOPPbbELoWlvJCUnFNnlHfy99CGxKkaUopcM24XwDVOKa+vGdKcAwcOLDEpVKdMvauc1KXO3JbEaVmpazPyyiuvtLFThlJ37flvlaQVVlihjd3+XepKd10y+de//rXMeQc0qdpesNsbqTKuY19/lE7zHnbKiJQPKV+X1/N80yaF58LXk1uVS13LEpeocv2Q4vXHMru98f6gJNWfVy5LlrrPkb6QnUIQBEHQkJdCEARB0JCXQhAEQdDQsyR1rrnmKvFBBx3UxksvvXSZc1sLqfKMlIex/Sa5tTXWWKONWe5Nm23nTZlvILfp/De/k/bR5BFdtkkZmudApJpPIZ9H23AvT6cMjf+WsXPebCv56KOPjjUmj+sl/1K1DuYaoLSPcj63/x5nnHHKHK2D3XaB9iXXX399iZ9++uk2Zv6Hv4eWJZ5j8LUldblbl3FS0kkrapdWUx653nrrlfiss84qsd8DQ4YMKXO8zvfcc08bcz15DkGS7rvvvjZmzmDUqFElPv3000vsdvjksClR9Tyg29fzeKUqcXaJptTNk7HNr9teUFJLmaxbh/h66QsuheV5YS6J68vXwW233Vbm3KJeqpJtWrlQTuzXlmlfynzZ9tPl6bTc7wXZKQRBEAQNeSkEQRAEDXkpBEEQBA095xSo13WdsFsHSN2Wdm414PYSUtdagPzlBhts0Mbk3Win4fYUrGmgLa9r7GljSxvhCSecsMRuc8tSdi8xl6o9AlsTstWi2wzTAppWza6tliqHSv6brS/9OL744osy5+dbqtpq/lu2QKQViltbuO5d6uYYfB2stNJKZY41Ds6TsnaC9R39WY73x+1LNbfEc0pbZLdv4Lp0q2+pyz17bcviiy9e5lg34rkm3itcp27TQZsR5lpo7+01BLQkYZ2F12XMN998ZY6x59zY5tbbbUrd+9Drn2g7T2sRtyFhroV23t7WlMfA3BHzUH4uWBPg9uNSvXaek5W61i7eBoDW8cwz0ZbebTBYozRmzBh9F7JTCIIgCBryUgiCIAgaera54Na6vy0jt0Y+7x3CpO6Wd7HFFiuxl+OvtdZaZY60ldMklIORQvHPIrVBiS23z27fQFuFnXbaqcRefk/KhzYF7r5KuwPaElD2uOWWW7YxaYUjjjiixE7zkOpwGkSqsl9KUnn8pM7cCoUukP5bpUrreBc2qXstvesWqaX33nuvxHRudbqPVgOkK/yckj6lRYavL1JLtGQgneQOsbRrcFmvVClHutbSNsLlt3TOnXHGGUvsbsRSvR6U6q622moldusN0hOkTN35lA6kpC5pUeJOtKR1VlxxxRLffffdbUypK+WsTieRjiTtTLscp6lnmWWWMufnRaq2HTxerlun1kiB0hWVzyu/v+mmzE5yfSE7hSAIgqAhL4UgCIKgIS+FIAiCoKFnSSqtH1xSyFJ2co4uF2OXNtra0nLCeWnaNXjJvFRlnLQ/oFTReXdymZtvvnmJ3apCqpYZLIt/6KGHSuw8I22eXQonVWsB/tbhw4eXmDypyxwXWWSRMscOXW4XwhzC1FNPXWLnzjm35557lpi2Bc4vkzOlzfNnn33WxizjZ+zHxLwArdidr5eqzTBlmbRKeP7559uYXcIoc3QrDtpHu027VLuCSXXNUyZLma//rR+f1LW357p10PacuT2/lrSJYJ7Dfy9zgrSI8dwM5ZLMIXBtunXNzTffXOY8zydV+xnmf9wuQ6q/lRYrzGMyp+C/l7Jl3t9uWc+ui/1JbPk5tOjmWvQSANrW0Ia+L2SnEARBEDTkpRAEQRA05KUQBEEQNPScU2CewPXtJ5xwQpkjR+8WuBNMMEGZI5dGLt1tMTjH1nmuKaamnnYBngugBp0tQclbuw0DrR5or/GDH/zf965b2krd+g7/W+rGyWmT+3Qt/0YbbVTmeM7d/uDEE08sczPMMEOJXXPvFsNSLcWXuvbkfhy096V1tv8+tmz98Y9/XGK3SiBfTK2+69V5jLSLZn2EWxrwWnmbVanmcfg5rD0gr+t2CLRcYU2D11Iwp8Z2qH7+WWtDHpq6eb/WvJeYD/J6FdafsJ7A6zn6ax8qdc+FW/LTjmK22WYrsecFb7rppjLH2gOvR2HbUuYied95/RBzR2y/67kM1t7QhsRzJswN0b6b+SDP+dB6IzmFIAiC4HshL4UgCIKgoWf6iBSKb1m4ZafUzLc/pAJIOdCOwmWClLPSPsDlh27DIXW7ODmVc+2115a5c889t8ROt/Dfs9MUJWxOO1CGxu2zbzd5TNxCsvTdaTjKh9kdziVtlGWSrnB7k7PPPrvMsfPXCy+8UOJPP/20jWmnQTrGqRquJ9JWbr0xcODAMrf66quXmPJPX39Dhw4tc7RncSmmO5lKtdOaJJ188sltzM5kdLkknXHggQe2MSkht5uQKoVKZ1BSjH6eSPV5pzupey7ckoVSXbp0ut2Gyy6lriTV7zvSar5epK4U051ceV1JH7lkm66o/Ft3pmVnSN7PtLXxe8IdkfuCy+sJfu4TTzzRxqTJactDatafg6SWekF2CkEQBEFDXgpBEARBQ14KQRAEQUPP1tnMKbgsimXX5LHceoC2teTHKBN0uRvtlymfPPbYY9vYbROkLlfo9hPk+t2yQJKmmmqqErtMlpbiLNV3W1uW5lMm6HkEyuZef/31EtN22M8xzwuPyTlv7wYldXlPtzp361+pm2OgxYR3U3M5oVS710mV699mm23K3Pjjj19it86mDcTOO+9c4v3333+s87QDofRy3HHHbWOuEVqHzDnnnG3Mc+idsCRp0KBBJXYenueUUkWXLTMvwN/jnDwtVmhxzeuz3nrrtTHzfuwo5nkO2rHQZsFtn7lemHfitfN7gvLPF198scRuHcLc3VNPPVViX+PMx1GCyvyQ51tod898kF+PYcOGlblbb721xJ53ov078360av/Xv/7Vxt6tTupKwftCdgpBEARBQ14KQRAEQUNeCkEQBEFDzzkF8upubUG7a7alcw009fU/+lEtlSB/6e0tncuXpK222qrErhUnl8m8h9c4kL8nV0u+z3MBtGZmPYTbIbA13swzz1xi16vTqmLaaactMXX+rtenpTLblnpLPto8s6bBOVa35OXxSt32g37eeJ1ZX+DniTbb5I/dXpq/zdeA1M0tuXaf14r2JldeeWUb0+Kd9RDe8pQ6fl472lZ7fQHbZg4YMKDEfs732GOPMsecj3P05OtZP8Bz4Vw57eDZntNziLyu5Oj9HLMugbVFtGTwnBvtu2mV79b4tMtgbY7nLVkPRDsK2pt4vQrbudLCx2uaWHtAW3rPQ7HNLX8rn79+jMzb0IanL2SnEARBEDTkpRAEQRA05KUQBEEQNPTsfeTcvlTrC8iNU1fu/CW1+a4Fl7o+Jfvss08bk/u/7777SuxcOf1lJp544hJ7nQV1vyNGjCix88VS9WxxzbzUzXs4X0x/k9dee63Ezvv6b5G6PC7P2xZbbNHGXh8gdfMT7ufCa0WfIeewyV3SE4d8svOznKOlsnvz8JxSu//II4+0MVtQflc7RffPcltzqavddz07uVnWHjjPSw6e/DHzBH4t3XNI6voxeV6K9tH0wPEcD++7VVZZpcSea5HqOfYaDKlbW+R1MZ6Hkbp1I/776DHGNrisF/L7jr9nvPHGK7HX4jCHwJyPr0XW7fC+85oGqeYr2EKA9RF+f3vOQ+rWZ3n+jnmZySabrMT8fe4R5W2Te0V2CkEQBEFDXgpBEARBQ8/00W233VbiIUOGtDGlZOxk5tQN7ZW/+uqrErOk27drbocrdaWLLrei/QSlim41QBpq1llnLfEZZ5xRYm57HaR1fKvNLSItP5yCoKUHt4y0ufDtM2kpWny4/JCU3Pnnn19i39LT1pmfS0rCLbBpiU6ayo+fEjxSG16q/+CDD5Y5Un0s8/f5n/3sZ2WO1JNLX9nVjNYhG2+8cRtTtrjYYouVmPJWp5NoR06ZqVuMUyJM6sM7BLJDHS0kSG3633799df9/lvvmEZajce0zjrrjPX4acFAWtrvO9LBlK861URpKO9RX/O0OmEXSbeQkGpXQ/5b0pFO69AC49577y2x24G8+eabZY60IdeiPwdJ9fWC7BSCIAiChrwUgiAIgoa8FIIgCIKGnnMKtPv1ku3ll1++zNFW2KVytFWYfvrpS0ye1yWdtK0lN+i8Lzlr8nBuZUFJF+WS5IjdGpl2ubRkcIsD2vu6PbEkLbHEEm3Mc8o8B+1yncullI+SQudjKaGlRHWmmWZqY7Zs5PeQj/U8yO67717m+uO0jz766DJHexCXfHrLTEnacsstS8xcmIOcNs+xW2SwNSR53HnnnbeN11xzzTJHTp42F/57KD+kDb1bhVPmS07eLa2ZN6NUl200ndOmrQJ/u+dMmAfYZZddSuzPAubYmN/ieXIb8QUWWKDMeftKqeYBmbvzfIlULcdpX/Lb3/62xJRAu+Tz/fffL3PPPvtsid3Ch3kzthr2fF1/klOpK5P1a3nOOeeUOcrK+0J2CkEQBEFDXgpBEARBQ14KQRAEQUPPOQXaMbtmmHwr2046t+wtM6WuZSy5NufPqI8m/+0WGeSH33jjjRI/9thjbczaCbqJU0O82mqrtTHrCcgjuoW32+xKXV285wXYWpHtK6nTdv6YNhFuFSJVCw23A5C6/OSee+7ZxmwNyfoBWnN4XQnrUVZcccUSL7PMMm3MPAe5f89lkCOlhcSoUaNKPMccc7Sxt0rl50rV5nnw4MFljuvJ6zB4nV3HL3VzDL7mebxeDyRVewTmAWiR4fkt1kbQDp65PP9bz+tJXXt7rxFgPpHPAtf1uzWL1K1lYVtWzwX4upSkq6++usSe2+B5Ys2P5zlZJ8L7gzkrvye8LkfqPgu8pQB/G2uuvB6FtuaLL754iXnOvUaD9TW9IDuFIAiCoCEvhSAIgqCh585r7hgpVTklpaHcyrnVAGWZ3IZT9uhySlIOhHc+orsht6a+TaeTo9sbSF33Q6eE2GWOFhhOrQ0bNqzMUXLnkk53cZW6ckPaXPhnUxrK8+aXnDSUy2KlShFRbkhLEnYN83XBrlQs3d9vv/3amGuEdhq+xX/99dfLHKlA2p24c6V33JK6FIpLYUnj8Lc7VcDuVpNPPnmJd9hhhxK7/JPXipLCE088sY1pJ8NuajPOOGMbO10qdak/2jf4b/fvlLrd7hxu98FjkKpzLo+J9x0pFZd/0o6FtI7f/5Q0uyMvQZk4Zabs6OjXh3Y4dH11mpDriRYxTjmyayE7Hnp5gFTdiymnJ+XeF7JTCIIgCBryUgiCIAga8lIIgiAIGnrOKZB7disCdnw65JBDSjzllFO2MWV/tDYePnx4id3agh2s/vOf/5TYOT2XHkrdMnjnfSn/vPTSS0tMft87tZG/Jzd4ww03tDElqLTecJtk8pEsg2epvudmKB2l1YBbMjCnQxmd2y4wL3P88ceXmPkUP49uGSFJBxxwQIldskqrEPLdzoeT851qqqlKzGvr/DjzMuTknbtlPoiSZ78+tIGg7JqSSJdMMtey2WabldhtLnwsde0oXGpJXp3HwA5du+22WxvT6oFrZKGFFmpjdkRjnsntWyjNJZ//wAMPlPi8885r41tuuaXM8Ry7jQqfXTyn888/fxt7FzlJuvbaa0vMe9hzZTz/zMN6bokd6tjZz3877xUeP63B3Tqf14p5wb6QnUIQBEHQkJdCEARB0JCXQhAEQdDQc06BfKtrq2mHTY7LLRpoS01rBFrTOlc40UQTlTnmH7wmgMdL6wG3yGW+wa2xJemee+4psXPrLEH3fINUeWna/bKew3l15htoP+F5AalaDYwePbrMUT/tlg1s3Ume2nnQ2WabrczRkoF8q9tT0N6EXLPbqDhHLXVbbrqdCXXwLPln7GX/tB8nz+tWCrQ7oD2210OwVoJ5AuYj3JbELVSkbs7EuX/eD7R9dnsKtszlGqcNt9fu/OAH9f+OBx10UImds2d9EOsuPN/C+gfaefPZ4DkF6vzZCtPzXbQoGTFiRIl9HdPSgzlCtrd0W27eO8wFuDU4a2KYu/BaEFqS0HJ8vvnmK7HfhxtttFGZ49rsC9kpBEEQBA15KQRBEAQNPbuksjTcqRuW27M83beMlBdyy0VHSS+bJ+Xg20mpuoyyIxpls27BQBdUdv4i9eQyzT322KPMUXLr22f+NjrPugyNFIPLeqX+rSxOPfXUfr/HXRa5DSct4tfLu8hJtWOY1LWncDdNSh75e1xKSqko6SP/XtIrLuuVuttnlzK6tYbUdZ90CTQdMCnH9bVJ24Hbb7+9xKRUnKJgxz3SSU450mKFXQzdRuXiiy8uc5Rd04HYZcGUQFJG7mvxpptuKnOkcd1ahG6+fI7QYdXlxbzOF1xwQYldCk5bDlqf+N+SPqIdCCkup1RJp5J29i6AXON0AnZp73jjjVfm3ClX6lKDLg3n+u8F2SkEQRAEDXkpBEEQBA15KQRBEAQNPecUKJF0iSH5SEqxXDrHbkuUZlFe5Rz9O++8U+Zoe+E2yrQndj5PqlIydu9iZylKX11aSktocsDOi9L+g7yiSyDZ0Y32y5Qj7rvvvm1MXpQyNJcQsgyefLjnXmhLQJtkP6dS7VxGKd91111XYrdR9r+TulJY5929u5vU7dxHTnimmWZqY3LAXMcuPeYc81CeU/Cck9S1vx40aFCJ/fd88cUXZY4yZs/B8fy7NYVU1yavHSWQlJX7PUCJOfNonq9gPo62ES59Zf6BzxjmH/1+p3X53nvvXWLPWfE+ow2JryGef65pfq/neN5+++0yxzyUP2duvPHGMkd7Fpfm87nnthxS1xLHc5NuE9QrslMIgiAIGvJSCIIgCBryUgiCIAgaera5oI2ta4apX2dLR7cVXmaZZcrcUkstVWJqip2vpL2sa5Glql+ntcNyyy1XYrej8PoGqasVp1WCW3aTv6d1hR/zYostVuZoH+AWyjyn1OPTUmKrrbZqY1oY0PrYrR7I7W+zzTYldjtjtgX045W6Gm7n7MnVMudz8skntzHbo1Jr7Tw78w38t6ydcH07rY2XXXbZEnsugOuU/Le3keUc6wdo5eKWy7QYP+KII0rsNu5sSfnwww+X2C3TWevBNc1cmFvG8N7n2vOc1TrrrFPmWOMwwQQTtDHvdd7PtIf3Y2KdCO8l/57LLruszLEGyOtVeLy0lv/xj39cYs+Bul231D3H/qx48sknyxxru9weh+032XqUNT/+/OJcL4/77BSCIAiChrwUgiAIgoa8FIIgCIKGnnMKjz76aIld908e0esFpMqHkwOmVxC59EUXXbSN3XpWqj4qPCa2hqRfi/udkLukvTdrK4455pg2pr6bFr5XXXVVG9NmmzUZrgen78vjjz9eYmqtXffMtob02nEvJ9Yl0JbXcyLupSN1tdULLrhgid2S/KWXXipz9K2ac84525g+SdSrO09KDTdzPKxlcctx1h6QP/ZjpteO5xCkWhNAP6lnnnmmxNSvO7/MHAKtwb1uhNp8+v+4/xfzQcwhcM14Lubuu+8uc7STdq8t5gw9DyDV2gqef+aS6M80ZsyYNmb+hLUfnpvhGmHtxBprrNHGrGngM8fzcVK1X+f3sH7A8wbMpzDf6MfB+4w526effrrEnrPimuZ91xeyUwiCIAga8lIIgiAIGnqmj9g5y2WBLJmnpYFv5Vwm11dMmaBLX0m30DLWpa+UqBH+t3/+85/LHGkpwkvH2b2LdrkuJyMNQims/1uX1EldaSVlgX4ctEagzNQtJbidpBzXZY+kULzbmyStuuqqJfZt+rBhw8ocu5z5uVh55ZXLHOWsLl+lVQLle+yy9cEHH7QxO4hRyuvrYsCAAWWOdsZuA+3HJ3XXNK+ly3MpaWbXLadjSGvye5yeIZXh50HqWtP4/c6ubLTRd2rK7VYk6ZFHHinxTjvt1MZOB0nSmWeeWWLKP92ehbQnqUuXh/L+Jn1Has3BNU0ri/4k27y3XO5K+wyeJ6eASBOyk593wZSq/J6W3JS294XsFIIgCIKGvBSCIAiChrwUgiAIgoaerbNp0+scq9s+SF2rAS9fp9yT5fdfffVViV3WSAnbv//97xK7XQAtC8ipunyM7RKvueaaElMS5u0HKSGccMIJS+z2Eyy3p62z20bQEpoSSLb2dDkr+VXKMpdccsk2vvPOO8vc1FNPXWKXwtLqgdI+8q+DBw9uY3L95IT9GGlz7nJVqUpjyUMzf0I5qPPYbMvo+SupyvmY4+F19nPONpO0mqas0XNUtD/g93peh/cdJZEuHeUc8za87s5LuwxW6loy+D3s1uR9HePcc8/dxi4Plrr2DbxnJ5100jYmX888gdvcfFeLU8+B0n6c1tNujyNVG2vKTCmDd7sTrnHe7y47ZdtVWtMwb+a5JV7XXpCdQhAEQdCQl0IQBEHQkJdCEARB0NBzToG6/zXXXLONqU12zlqq3KbnCKSuJQZbRzov9+mnn5Y5tqh0SwByqLR59tJ8lvgzJ0L9uvP3biUgdTltPzfk9qnTdmsL1jQcfvjhJWbdiLdBJI/L0n23JXGOV+ra/3pOgbbCbDPJ3+M5n+eff77MUfvu1hbk0U888cQSO/fPOoXVV1+9xF6TIdX81q9+9asyxzoM56LZdpXf6/bS1Iaz7oX3gNcb8HrQBsbXCHM6rFPwmgfeO7RcIffsNT/bbbddmWO+zvOEm266aZnjuXB+nPfZCSecUGJeO68B4m9le1TPE7AmY/To0SV22xTazJO/Zz2B11Lcd999ZY426J5jo30314jXE9BGyK2+pa5Vu7f1ZU1ML8hOIQiCIGjISyEIgiBo6Jk+Ysm5u5dyK0Rpom+tSWXQ6oEyNKcvSKlQpumWAJRlUgrrJfOkNriVJh32zTfftDFlspQquusrJY+UWrp7Kd1HuJUmbeWSNjrE0o7i66+/buN55pmnzPXXYe/ss88ucyyZP+uss0rsEjxu2UmluZyPjpeUG7pFyVFHHdXvv91www1L7BJCyhrpeOv2GlwTtJ9waxFKnH07L3UdMZ1WcBsIqesq7BYTlFby3nFZKekuWofQHdf/lq6cpIvdZsHPr9R1PXYccsghJaZlDJ8NLhVn1zlSgYsvvngbUypK+ae7sa677rpljo69a6+9domfe+65NubzyDtBSpVO7U8WK0mnnXZaG9POh88YSnmdYuT3kJ7vC9kpBEEQBA15KQRBEAQNeSkEQRAEDT3nFNi9yzkwco7kAt0amBbKtLV1Lk2qcjLKw9gNzqVl5A3JFTrPTitaygCdg5cqT0rrB+YJhg8f3saUh7Hjm3PcPH5yvrQDcfkk5beUBS600EJtTFuFmWeeucTjjz9+G1MCSV6a3KZfW64fdujyXAbXyK9//esSO7dM/p4d3mgl4muGv9W710m14xi7W5Gr/eSTT9qYklPmaWjZ7Tk45ucoL/ZzTnkk81A/+9nP2pjXhp37KAN2mwiXYEvd9eQyYOZlaKPiuQrKksmVMz90/PHHtzFzLfzbiSaaqI3Z/Y02HW65wnPqeTGpK2/1nCcltX4MUs35MJ9FWanLvZlv4DOT+S3/97Tl6AXZKQRBEAQNeSkEQRAEDXkpBEEQBA09t+Oknt3L8VmX4BYSUtVeU5/O8nRq32efffY2Zgk929+53njIkCFljhyqc/LMgdA+o7+WiDxe8qBulz3ZZJOVOdrnOo974YUXljna59KO2a0IyP2zXeoGG2zQxuSLGTsHTM6UZfysZXFd9mGHHVbmyAH7Z/P4+T3eqnCOOeYoc1ynXk8jVRt08q20yPA1RB08r7vXmPC3em5C6uYYPKdFqw1q311/z9oPt46Xai7M11Zf/5Z5Dv9s1+JL3ToFr03gMd1xxx0l9jwH84fMhdGC3B9VvD/8vEjSjjvu2Ma0Z+Hv8eeIH5/UPf9u/yHVOpndd9+9zHktlFRbuE4xxRRljm0+3fKdzwlaljCv6XYzPId8VveF7BSCIAiChrwUgiAIgoae6SPKNr3cni6i3Bb+85//bGNKLSnNYmm4SwHpQMpuXv49lM3RPqA/aR8lqXRR9W5qLreVuu6s7i7LrScpoYMPPriNd9lllzJHeRu3wC7FZIc30ke+jSXdwi2v01QjR44sc/3RalKlEX/+85+XOVJETs9we7zWWmuV2G0L3K1X6lJNxxxzTIndKoXXldtw7yLGNU5KyG0XvqvTGs+525LQFoLuxG6z4K6hkvT555+X2KW8lA/TjZVrxm071l9//TJ3wQUXjPV7SU9w7bkMmL+V9+HSSy9dYndbpnOuO8JK9bnhtg9StamRpN/85jdtzK6L7DrHzmyXX355G5MCeu2110rsa4iuu6TZ3MbGnwtSlwonBe8yc54nSob7QnYKQRAEQUNeCkEQBEFDXgpBEARBQ885BfL3btFAuR4lYC7bIq9OS1/vtCZVywDa5V511VUldu5t5ZVXLnPksL3TETlG2lrwt7v0jN9D+2IHfzt/q9s8u5xT6lr48ntcVsfOWDzH/nv5PS4Blqpcl5JaSvDIaXt+hdI+5gmcwyY/7Nw+59m5j/LiESNGlNhzYZ5bkbq5MLe8ps0Iu4a5vJWdsjzXJXXtNNzOmNbGtGRwG3daYLjlglTtTFzGK0kXX3xxiZlz+PDDD9uYUt2PPvqoxG79MNdcc5U5yrvddoT3Ha8Vf4/fA8wdMWfo8BygJC288MIldrkupa20pnHbGqk+K7hu2S3Rc2W04Gaeyf8tn3O0Z/E1LVVLGZYHMC/bF7JTCIIgCBryUgiCIAga8lIIgiAIGnq2zmb5t1vxkreiXa5r7MmZuuWzVC2IJWnrrbce6xw/yzlKcplsFem8u+cXJGmNNdYoMfXgrpNni0pa+noegbkJ2j57foJa8H/84x8ldrsG/i3tQMiHey3CG2+8UeZoP+HcMzXP0003XYnJt7rtNi2tqfd2Tph8NzlUb09IjbbrxqVuvYq3+iQv7ZYeUuWeybnTzth/O3MtzD+whatz0VwTXJt+HmmfzmvpeacDDjigzO2zzz4l5tr01pjMR5Bnd9sOtollrcHDDz/cxrQK4ffsv//+JfZ6A+Yx2ebXeXXPV0nVAkOqzxjW6bCuinYh3ub32WefLXPMc3itDu9n2su4xQpt5tmClrVRAwYMaGPmOZJTCIIgCL4X8lIIgiAIGvJSCIIgCBp6zilQv+7cGz1kyLM7J0arY7bU3HvvvUu88cYbtzHbftKPxi1jWZdALs29XxZbbLEyR709W3keffTRbUw76d/+9rclnnTSSduYfjnkmv2ckoPvT0Mv1boR2uXOOOOMJXbPJdryUvPs3jU8XnqwUA/ux0SrYGqvL7roojZm/QbbsDrXT08ufi5jX6vMZ7HFpnPe9OhiLmOTTTZpY/Lz9IhiG1Zff2yPSk2989T8t6zZcO+jY489tswxV0F4noDtH5mzcjt81vg89dRTJfbnCH3OeB+Sd/d2u8y9uHW8VPME9DPyVpdSzbd8V86TdQyeC+D9ffLJJ5fYn1+sD+IzZ+qpp25jeioxn+JW+FK9f5jj6QXZKQRBEAQNeSkEQRAEDT3TR5TguayLlBC3m04zUNJF+4N55523xC4hZCk4t8vffvttG5PK8M5YUt3qsTuXy22lrnWwS9xIf5EmcXku7a5feeWVErt80re/krTIIouUeOeddy6xWyvQkpiUnG9rKdWlTNC39Nxab7HFFiW+4YYbSuwOKpT20WbbP5vOK7Q78N9KyR1tkl2eJ1Xqg1YhRxxxRIlHjRrVxpTJUr7qEltSPryWpDq8Yx3l0KSaXA5K+wzvPChVaaxbUUhdmTXtWs4888w2dtml1KU6XKrM43X6VKqWK7RTp+0FbUhcCs7jpcW431ukV0inuk09aXJaf/N+d8p3v/32K3Ok2XzNc11Sxu923rQzYXe+Oeecs8Qug+ezuRdkpxAEQRA05KUQBEEQNOSlEARBEDT0nFOgvMo5YLe3lroWE87vkW/tr1WkJL388sttTF7XJXdSlY6ypSPto72EnvJO2hC4pbVU8xMsOad1s1tEs1Uhy+9dDkopHDl5tuhziRslkMzFOFdOG2eXAEtV5utWzFKX0+Zv98/yfI/UzVG5tJSWKrRkcNsLSi1Hjx5dYl5bt0NgjoQ5BedmyWFTTum5MLbjpIUy15Pnh7xdqNSVFLosmO1c/VrxmGiJQZ6a952fY7frlro5Q5eHur2EJA0ePLjE3r6W68mtNSTpscceK7HfP5Sk8jnia5FtMZn3cOkrJbRsQbvggguW2C3r3RZc6uadPB/B80Rp+0knndTGV155ZZljC1ra0LvtOeW3bp8xNmSnEARBEDTkpRAEQRA05KUQBEEQNPTcjpP2Da6591oCSRo2bFiJnVs+6KCDytz0009fYi+vl6pum9a6tAO+5ZZb2phaZPK4ztmxhaDnMaRuPYSX8pNHn2SSSUq81FJLtfGss85a5s4999wSe50CrXR/+tOflpi2z15rwe9hPuKQQw5pY7ZapF2xg/zqkUceWWLaLniOh5w27QI8n8IaDOaOnJdeZZVVyhxbkZL/9hyEW7pL3Xapbo/A43cdv1Rtk2mtwRwJayn8s//+97+XOdphe8vKd999t99/63ULrLVx3lmS7rjjjhJ7XoRtWNmO85FHHmlj3qO00/A8GvX1rPFhfYfn+pgjpHbf1whzL6wP8rwH6yrIybOWwu10mA9ifYRbvnP98D7cd99925j5Ra5Ffq9boTDXwnXQF7JTCIIgCBryUgiCIAgaepak0inUt//cinJ74zElj9yK0v7ArRO43acc1KmoL7/8ssz5tluqNAnlbZTUuuxMkjbbbLM2Jq1Dd1MvZ//rX/9a5niMLgvkdpi/lVSBb3u5PeYxuf0Bt54zzTRTid0Rltt9ltDzs5yCYHcoSmqdqiGdRzdWl7Nye8/uV3Ta9DX0/PPPlzl2V3Pa8Lvk0C7tpUSbW3bSGX5euZ5IBXpnPNqMsFufS5EptaR1Bc+50z7eQU/qrmOnsficmG+++UrsDp60gXBrB6lrOeEUNilrykGd8uL9fMwxx5TYbVN4Xkhzko702O1KJGngwIEl9vV0/fXXlzla07jkmbJxrj1S1t6h8v777y9zoY+CIAiC74W8FIIgCIKGvBSCIAiChp4lqSyL95idjbxrkFRtqk899dR+P5f8vnOhLtOSpNlmm63EzpVTikVbhemmm66NWQZPWSP5b+f0jj/++DLHvIfbKtD+mpbd/rduMyB1u57xnPt5pP0E/9ZzF5Qi8hi9WxT5etpuu4WyVH8P5YW0IHbZJtcPcy+eDyLnS5kmZbPO+zLfwA6Cnitjrot5Aeduee3YIZA2zy5RdXtoqdtB0KXKXAPPPPNMif23knemRTeP8a677hrr51JW7vO0FWGexmXjhx12WJljfoh5NJdWkxu//PLLS+zd+igBZo7NO5lR6s31c9lll5XYcxu0JGF+wtsNcI1TCut5QXako8SZuRl/XlEeTXuWvpCdQhAEQdCQl0IQBEHQkJdCEARB0NBznQL5fOcKXRcrdW2Sve0h9erkNqk3dl7XNc5Slyt3fo98HsvKncOjNa1bU0jS22+/XWK3iaB9xsMPP1xi53J5TNSOO2/NfAmtjZmb8bJ+bxEodflir3Fgm0bPIUjSNNNMo7HBNfNSlxO+77772pg8KFsxestQ2mmwzaHzsW6xIEmrrbZaiVlb4bbJzCmwHsXXPNslsp5jqqmmamNalfP3sI6EVu0O5m28rsf5ealbL+Rrk/VBtIngdXZLBrZZpX2DWzSwdoW5I+foaWnDvJNbvEv1nuW1o90MtfwOtnD1PMhpp51W5mh3P/fcc5fY7XRo1882sm4Pz3W79tprl9hrQTznIXVzVpzfdddd25ithXtBdgpBEARBQ14KQRAEQUPP9BFlT94Ni1IsUijuTMnOayyvJ33knY5Yrk65lX8Waan555+/xC4HdcdUqVtez62dO0HS1ZLUgEsIufVceumlS+zbT0oRzz777BLT0dMtGz7//POxzkn1t7NbF+mX7bbbro29u5vUdYykZYnbFnAbSyX0n/70pzYmTchr57QC6UhK+7gOXPLMrmC0p3D5nkuYpe5adOqPtKY7wErdDm9Os3FN3HvvvSV2CS7vFVol+O8hpbjJJpuU2O1YpGoZ466bUpe+cNqWEm3Sk07RUUbKe4cuwm6XQzk31+3TTz/dxpTF8tq5lJpOv+5cLHXlrS63Zwe09957r8Qui3e6UerKvf338D4jpUUbEpfNsgsj7Vr6QnYKQRAEQUNeCkEQBEFDXgpBEARBQ885BUoKvfMaO2WRC3QOkpK1F154ocTkSZ1rJs/O7mrOnw0fPrzMuRRRqrJMzpHXZd7A8yLs/HX44YeX2Ll0dplzW2pJWnPNNdt42223LXO0n3D7DKlaGtCCwSVqUpVM0sKAeYHRo0e3MTl3nifmCZxfZl7gtttuK7FLDGlrQV7dbTzI9TPvQcsPz1fwvLg1glS5XHbGYi7M+fx77rmnzL344ovqD/7ZtHj3fINU1xMlkMztuW0HJc68VpRHn3zyyW1MOTc7K3oOixYYlKd7nondHPnbKel0WwzmgzxvKVWLDMqJeT/7ffddVvI8T57boISWzzaXAZ9++ulljtL2999/v409ryd1n1eUF/s64DOyF2SnEARBEDTkpRAEQRA05KUQBEEQNPRsnc2Sete+f5cG3flWcnbUmZN/9fZ+5KHZ9tP1ut9lV7ziiiu2MS0kWPJPO2zPe7BVHi27PXfBfInbE0tVI808DblzWm94G8cDDjigzLkth1StwXlenF+Vam6GdSHLLLNMiWk14HbetEn2kn+pWo34tZG6dQtu903dNa3AGfs65nW/6KKLStyfdbbnuqTa0nH55Zcvc25BItU6F34WcyJc427DQG6fnLzX39BSgnVHzDm4lp/HxDXiOQWuga+//rrEfr+Tg6edBtuNem6SdQrMr3ibTNb0MN/oeRBaeLCegDVYvlZpSbLVVluV2O8f5p1oB+I5RdrDs80nLd/9WUF7k3HGGUffhewUgiAIgoa8FIIgCIKGvBSCIAiChp5zChNMMEGJ3RKaHDy5QrfhpQ8JOTpaKl944YVtTB6UNQHOYZOTp6+K6/qp1acPCfljt71lm09y5a7P/+EPf1jm2HrRzym14WwJSrtl90rZZZddyhy9naaYYoo2pg6erf8uueSSNnZ7a6nLYfOcOxfK67zQQguV2O3XaTHO6+Ex/WbYTtG5ZanauNOqeckllyyxe8iwLoF5A/f08fyC1K0b4S3nWn7mLn7yk5+U2L3AmOvaY489Suy1RbSSPv/880tMHyJfb+TKadHtNu68rl7vIFV9PusqmDuaddZZS+x1JKw/od39gw8+2Ma0lubxe37CW35K3WvHPIfnTJjLYztRf7bxeriXnFSvx3fVlAwdOrTEnodlDpf5ib6QnUIQBEHQkJdCEARB0NCzzQXliC6pIr1Cqua1115rY26H2YGIZfG+BaMtMqka71ZE+sW3VFLdhrOzF8vgaU3rNBCtKtwqW6pUAreX3kFMqra8tBymZI3H7NQN7aIpGfaYXahIcXnXsHnnnbfM8Zw6fSdVySrtvEkdOH1ESo6/ff/9929j2nKQvuA23a0taH/Ac+HzlEDON998JXbZo8uQpbr+pUpLSVWyTcqB95ZTdryupCP9GHmeSNE5pShJ22yzTRvTupmUnN+ztJ+g7NrvYVLFO+64Y4lpF+/0Je27N9tss7HGtLBmh0B/Xrm1utSlbtht0CXC119/fZnj/eDXh7JrPjfcuoLHwDVOabhf90svvbTMhT4KgiAIvhfyUgiCIAga8lIIgiAIGnrOKdAOwVtWspTa5XlSLV9nmbXbG0jSGWecUWLnysk5kv92WRc5d1p2e4tN2kCwVeH9999fYudjXeIodSWdLpl0y2qpy7M7r+uSOqnLzTL34tYVtC+m1cBkk03Wxt62UOr+Hrc0IA/qUkSpyzU7t0mrb7fKlqrFBPlhtrP0/INLi6X+2xpK1WKCPDpzVm5PwZwCcz5uM0ILA9oQ0PbCLSaGDBlS5mjd7L+XEk7mT/yeZUtNSitpweLcOvNzlDz7fUl7GX6uSzwppaQlCW1t3CqFskzmV/zZQFkmcyQvvfRSG/P5xPPEZ4VfW3L9jF26T/uMAw88sMT77rtvG9OinpYx/eUJ+GymjUdfyE4hCIIgaMhLIQiCIGjISyEIgiBo6DmnQKsE13tTH03+0jl48mEXXHBBiamndk6MHOScc85ZYrexZl6DPPWYMWPamLbU/K1sG/jqq6+28YknnljmaJ3gbTTJt5K/d26ZlgU8bxNPPHGJnU8mN+42I5J03nnntTG58fXXX7/EbnHgeSSp2yLU8zRSzcV4HkCqdSJStTTwnIfUbWvoeQP+Vm/JKnVtCjw/8dBDD5U5tgz13BJbkdL2wq0UmCdzzb/UrT1wnfkxxxxT5nguPPaWuFKXL3arBLbI9ZayfX2W16BQB886kkGDBrUxOewjjzyyxG5H4XU5Ure1LZ8FXt9Bi/rf//73JfYcHOtceC3d7pv1J94+VOraq/vaZP0J27v2Z6/O6+HPL9ZzMG/Jegh/ftEepxdkpxAEQRA05KUQBEEQNPTsksotpMu4KLGjK6GXbNPplOX2tMFwd1bKDym9dHsHdouiJYNLOEmvvP766yXmFsy3xJTn0b3RpWeUwtH2wqkndudyt1Kp2wnPLSjogEmqw7fllLNRwumUkJ8zSZphhhlK/Nhjj5XYaQVaSjz++OMldtqEdB3lt05PkvKhjHGJJZYosVsR8HN5Tn0NsTOZW21I0u67797GpOBoO8Lz5JQQ1zipge22266NKeulJHj11VdvY+/kJXUlzpRevvvuu21MCoWPDKcj2RWMlJDTle4KLHVpNu9EKFULDVJwpCd93dIJeO655y7xvffe28aknemaSnm6Uzk8h6Ts3KbjhBNOKHOUqLoU3M+v1LWI4bPNn79uwyF1r2VfyE4hCIIgaMhLIQiCIGjISyEIgiBo6DmnQN7KJZDkPQcMGFC/xErH99xzzzLHnAI7vDn3Se6fXbbcOptcOWWNb7/9dhuTl6a0jBa+zs+SV59++ulL7PJV2gVQ2ue8Oy3FyTnSNsLL7/uzOZeqfI9WD+zA5Vwtv5PHyByJc//8rZQXO59P/pv2v34eKeU74ogjSuzdx6SaG6PkkR0E3cLg7rvvLnNcx54n4Bp+5513Sux8MY+Rklpao3jegLYj5Mq96xnlwpRdM2fi0suNNtqozPV3LijHpRWKSz5p30ArkWOPPbbEbm0+7rjjljnmg0aPHt3GtMPhc8TzgnxO8NnAc+zW+Vy3lBO7ZQ/tZXgtPcfGc8jci3enlKQNN9ywjV988cUy5/ndsSE7hSAIgqAhL4UgCIKgIS+FIAiCoKFnmwvqWz1PQG6WOQa3FabtAFtSvv/++yV2jS7zGtQmOy9HfbRbYEi1/R11wLTaZW3F4Ycf3sbUZR966KEldi059els5em2C9dcc02Z688aQao5Eq8hkbo23M51Mi/jenup5h/IxZLXZStJrxGg3pt1JH7evLWl1NWOjzfeeG3sa0uq50Hqave9/oM2HeTZ3YaBdurk2b2Gw/XoUtdueaWVViqx28WTW+bfer0K04Fc886lsy7h+eefLzFzcH5/sE0p9fhu0c01zhaVvvZolc16oA8//LDEbic944wzljm2APb8Iu8dtpX1z/3vf/9b5nhO+Wxzuwpfl1I3l+Q5OVoBMc/EHI+DVvjMuXlOi+0GekF2CkEQBEFDXgpBEARBQ8/0EW0KfBvI7SWlfV5uT2klt7WUT7rlBN0CuT1zewQ6FHLL5dQGt4ikCh5++OESu4SQpex03vzqq6/amC6WlNy5pHO55ZYrc6STKDH0LTIpLW5NnfrjNvW1114rsUvnKLelnYbLb6XavYtdwT799NMSezn+8ccfX+boLuufxe+keyzXol9bdutaYIEFSuy/b8SIEWWOEkinPbku2T2NViJ+zkmJ0vbFJcNOkUhde5bxxx+/jelWSvkkaauLL764jVdeeeUyRyrQzxtda0lTuQR95MiRZY7n1CWcUr1P6czMe8ll5ezGRym1U4ykt0lHUkLvv4EyZa5xp49ovUE5rktSKd2dcMIJS8xr6VYpPN5ekJ1CEARB0JCXQhAEQdCQl0IQBEHQ0LPNxd///vcSO788bNiwMkdr1y+//LKNyXuyrJydy5xfXnLJJcvce++9V2LPE2y11VZljp2avvjiizZ261xJGjJkSImdm5WqxJNSONoxu70DLSSc25cqR0xunx3S+D3+G4YPH17maG3uXO3kk0+u/rDqqqu2Me28yR+73bJUrc1pD0B7jY8//nis/5b25G5tQWtgcqiUvvq1nXnmmcsc+WTPhU000URlzrtoSdJaa63Vxuz0xfXD/Jznh954440yx5yb5+9oZ0JJreehaD1DqeI+++xT4gceeKCNuU532223Ers1OPN+tIj2joK8f5lToL2Dd+tzGanUzV34c4SyXuaSfJ3yGPw5IXVls55TZC6PtjAuWWU+iHJWt65wyw6pu/aYL/U1Tnt1nou+kJ1CEARB0JCXQhAEQdCQl0IQBEHQ0HNOgZa+rsumVcJmm21W4pdffrmNqc9lDoHtE50To30DLWO9Dd3mm29e5mhnPPvss7cxTwGtgZkzce07WwrSStvb97GEfqmlliqx20nTVoR5j/3226/E3h6SuQu2CHXd86hRo8ocrYKnnXbaNqbmn7w09fh+DciNf/755yX2egly47TZdr6b+m6uRVpvOGfPvAY5bteo/+Uvfylz1MV7zo32DXPOOWeJaQXhFhnMy9Ayw61FaG/A6+HngrVEzFHR9txtYXg/cx27LQy1+fw9vg5oW8P8D3OTzrvzOUJ7bF8XbiEudW1TnnnmmTam5n/KKacsMXMBboFDS2vWOPjv5flnvs6fDZ5LkaSNN964xHwu+mczV8Tv6QvZKQRBEAQNeSkEQRAEDXkpBEEQBA095xTo6+E6+rnmmqvMeV2CVDX19Fh56623Sjx48OASuxcS9d+HHXZYif2zTz/99DLnHkRStf/95ptv+v2322+/fYndS4ieROS4va0hWyvecMMNJXZ/GraRdN5Tqv4mUs3N0Fb4nHPOKfGTTz7ZxuQ9mTty62zn8qWq75a6NtWPP/54G1NLTT27/x5aG9NPyttk0kdo0KBBJWb7Qc+vMM/hxyvVc8PzwpyV50iYJ6Ne3dslSnWNkysnx+3/dtZZZy1zzJG499T6669f5ugHRK7c6xpYH0QPLL8HWAPAmga/zsyt0AuJflN+L9Fyn//W1yZt5pmL8Twaa0rYQpf3t+dqWPfCtfjcc8+1MZ9lrKvy+4Vz7vHGz5Vq3uyss84qc1zHfSE7hSAIgqAhL4UgCIKgoWf6iGXk3i2KXaguuOCCEvt2zbeAUlduRUmn0wykCtxCQqoWvuzgRhmdbwtpA0G5J7dnbuXMTky0PnapHOWStMf2bTrP6ZgxY0pMqZ93TCPVRJsCl9mRZqPNth8Tzzd/D+kM3/byt9JK28vvaSXgne6kKl10Kwoer1QlwVKVWtIm4sorryzxHHPM0cbsNsYtvNsjsHMcqQ3Sq36e2AGN3flcTkybcHYYcwtvfift4mkX4jJZSqcpUXU6j1bsLkeX6n3JrnmUjvoxSNVKhF3zGL/44ottzOvx1FNPldhpN55DrlvKvd2ShdJvUrNuz0L6kdJXX2+Ur/L5Shm5rxl2XWTcF7JTCIIgCBryUgiCIAga8lIIgiAIGnpux0kLWZfvkdel/a9bQZA35N+yFaNzeG+++WaZ+8EP6jvN5WLkK8k1+3G4bbPUteUlX+l5A54X2iE4/01OnnbMzh3SdoBtSvl7vMUgJbVsGep5DrZ7dAmqVM8/rQQovaR9gNuVUwZIi4MPP/ywz7HUtTN2sDUhWxcy9+LSTFqU0KLYc03enlKqbUql2mbWpaBS18qc+YlLLrmkjWn1wPPkclCef54Lt3Un302bEVosu70Grzut5X2N0CqE/LdLbmmLQvto5+ClKtmmJTe5f28XzJwgpcgu4aacm7lIytPPO++8NqYkmOlaz0VS+up5GanaqfMY3M5H6ubGPJdBO5ZekJ1CEARB0JCXQhAEQdCQl0IQBEHQ0HNOwS1ipcphs/Sbts+LLbZYG1OHTasK59KkylEeeuihZY522K6T5/eQ6/fvoRUtcxVsuem1FrSQ8PaVUtVasyaDOnPnhM8+++wyR0sJcs9uXcFWnbSncNsF6tXJzbod8E477VTmaOdNa23nblkPQe7f7aV5Dplncqtm5h+cn5e6bWTdlvuII44oc7R68LVHCwNed29xSh28t6CUurUtbmVB6+mbb765xJ7n4Hmh3YzXF/C30f6AeRDPd/Gcspbluuuua2PW05BX9+NnrQrzjbTmcJsY3t9elyBVzp75OT7L3ObGreKlrvU684ueP6WthddySTU3QEtr5rM8T8PfuvLKK5eY9Vve8pi2Kb0gO4UgCIKgIS+FIAiCoKFnmwuXeEnSH/7whzbm9oW2Cl76Tipm4MCBJWb3It/q0WmT7odeBk9ZLOkjp4Bo4UHZGaka36qSmmHXNt/C05nSrSmkSh9R2rfJJpuUmPYBLl3k9eiPZpt00knLHLexTgWSgiCdROmlyzjplkmKyOWHdBElHenfQ0sPbq25pXfrCjpVcrvvjp5096VthEsk2T3QqSWp6ybr9AUpkyeeeKLELuPcddddyxztQNxtlvYTxx13XInpxOl2IB999FGZczsZqUqGSedRNuvHwY5h7AL46quvltifFZRk87P82eAWKlLXasdpTlLUpF/o2OsUGNc/rSucHnMpq9S1tXFXajomTz755CWeb775SuyfTTk3n3V9ITuFIAiCoCEvhSAIgqAhL4UgCIKgoeecAmVpzkuTY6TM1DuMzTLLLGWOvGh/pfqUkpFP9nJvWuBS0ulySloY0AKAUjnvSsXPPfHEE0vsXCeliewK5jYXd9xxR5mjTJaSNu8AxbwAOUnP+dAKmBJV57R5XZmP4Hk65ZRT2pid4mjh62uEOSnadPhnsVsXrUPI3/v3UNK5//77l9glkMyJsCOXX3e395C6+QfKW93impYMvtakmle77bbbyhzlktNNN10bMzfBnBuvpdtpDBs2rMzRCsX5fcqSKVt2G2tacK+zzjolZg7Rc2O0kz7//PNL7LJMWuEzL+DPrxdeeKHM0U6dn+Wd5rjG+bcuSee6ZVdGv3c498c//rHEzEf4tWOHugsvvFDfhewUgiAIgoa8FIIgCIKGvBSCIAiChp5tLmiLfOutt7ax819St2TeeS1aYtA+l7Hz7uToyNF7qz9yjmyN55zqY489VubIQ7O2wjXdbEH51ltvldhL7JkX2GCDDUrsNQ7kCVnqzlzMLrvs0sbewlTqatKdbyWv7nYTknTFFVe0MXn1U089tcSzzz57ie+88842dt5ckhZaaKESX3/99W1MfTe1724NzhwCrSvIx/q5IddPPb5bWdBugnbGziczL0MOnvYO/hvcPkbq1si4FTLXHr/X1/zDDz9c5n75y1+W2K1PpGqNT/tr5rtoY+1gLYjnh/gsYJ6D+RXPRzInxfXldVW0mvYaK6nW39AWhfco7zvP+bidj9Tl891Cg21iadPh1ifMebJux21GpPrs4PckpxAEQRB8L+SlEARBEDT0TB+xVNytIGhN4bI/qVIU7Ih28MEHl9gpIEkaOnRoG1P+ya22y1ApO2PnL6dq6GrJLRcpLS+L922e1JXZ+TFR9uf0ilRtCWjLQUdVbr39HJOuYOcsL92nZJAyWZcB0+aCHcTYvcttFygv3HHHHUvs8kpKE0kTuhSZ9g3cHpOmcqqG1hWkhJxWpLOpu61K1XbELQqkrmUJaRKnVNyGo6/P8utDSpQWH74mKLUk7UaZo9s90AKDHdHWWGONNqalB2kRd+Hl+uGap3WFS6Ip+2Xs9wCtQ3ie3BaC9hOUtnON+Frlc5D0qkutnS6Vup3xnHbjvcPOkLRncZqaf9sLslMIgiAIGvJSCIIgCBryUgiCIAgaera5IN/nXBq7arEzk9vY0nKBpfmUzjnnzRJz2iq4bJA5BNrwOtdGHprSUX6W88vk75mfcN6altzk+l1GS2uBFVZYocTskHbNNde0sXcmk7q22y6ro+SRckmXcFIiSLBrmMuYKf98+umnS+xctNszSNJrr71WYufdaSFOWSBzWL5uXdoqSSuttFKJ/Tgow9x8881L7OuLEtrVV1+9xPws75jmNhBS1zrB7x+ukUkmmaTEfm/R4p05hKOPPrrEvg5oZc5uZJ7vGjJkSJnjc8P5b9pfU4ZNS5zxxhuvjXnPMr/i9yzPv3dDlKqslPkeXmfmNf3fu72EVO3HeUy0VKGFjOeAmPtifov5FD9Gt+GQuh0P+0J2CkEQBEFDXgpBEARBQ14KQRAEQUPPOQXaN7h+fYoppihztJ52voyt8Gif4TUAUrXTIHfmVrSSdPbZZ7cx2zCyLZ1riL2VpdS1RmDthPOZbAlKrt/199T50zbCOW7mVtx2gMcg1ZJ68sN77713id0Sg5Yk5Nn9+MmDUltNe2a3UvASf6lrLfLxxx+38ZFHHlnmmKvwtqtsRUgemjkGtzB58803y5xbkkj19/F6UOfvtQiskaHtPK3A/Zz/7ne/K3Osw/C/pY6fluN+jmkD4VYnUtdC3a8B83Gsu/D8w2effVbmeIyeB+S69DUgdc+j52r4b5mr9PzjaaedVuaYB/R7gM8NPgvI73tekFYonueTpDFjxrQxbTq4jj33xZoe1o188sknJfZnG/NBe+21l74L2SkEQRAEDXkpBEEQBA15KQRBEAQNPXsf0YPFbYWZUyAH+cUXX7Qx7X6fffbZEtP62DXE5NaYU/BjoqcPfXm8noAaboItNr19HznHGWecscT+2dQ4k4M866yz2njttdcuc/RVYe2B+zPxWnmrTqlys9Txs7Wq8770XKGGftxxxy2x69CZ5yA8F0Ad+QwzzFDi1VZbrY0HDx5c5kaMGFFiasfdXpr1NPSQcQ8s5rOGDx9e4q233rqNBw4cWOaYR3O9vVQ9ovxekbrW5l5fwJoS5i783DAHQv8inifnuN2GWuquTc+NLbHEEmWOts9+nZmn9Jyg1M05eJ3M888/X+Z4D7tdvLfplbr1KNttt10b8x5lWwDaVPu5YetUrhGv2WA+a/zxxy+x5xDdh0qSJp988rF+rlQt7Hm8ySkEQRAE3wt5KQRBEAQNPdNHtIH1LQy7OHEL6VYElGW65FHqUhJeos6uSJR1TTPNNG385JNP9vs9vhVlyT87lXH76dYQlGXymNx6gN3TfvGLX5TYrYRJQ1GqS4sDp9ZotUE6yeV63JryGJ32odU37Rpof+CWxbTD5jG5nbdLTqWujYp/LqWItJ6mHNHluKSlaBvuNCgtiEeNGlXinXbaqY1pjUD7CZ6ne+65p40pwyQFMXLkyDYmrUM7Zpd7k25hdz5Sf07R8f7mOfd1MfPMM5c52ug7TUWqkl3NSFf2JyM/8MADS7zqqqu2MZ9HtLB3qozrn7+V3R9dIsx7lJYZbuNOipTyVbeH5+dSjks5sUuTN954Y31fZKcQBEEQNOSlEARBEDTkpRAEQRA09GxzEQRBEPz/H9kpBEEQBA15KQRBEAQNeSkEQRAEDXkpBEEQBA15KQRBEAQNeSkEQRAEDXkpBEEQBA15KQRBEAQNeSkEQRAEDf8HjG2sO3ZBTygAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "from numpy.random import randint \n",
    "import matplotlib.pyplot as plt\n",
    "x=np.random.randint(0,256,size=(100,100))\n",
    "plt.imshow(x,cmap='gray')\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7399e23c-d426-4c6e-8fd9-7f2c01d18416",
   "metadata": {},
   "source": [
    "#### [Numpy数组创建: 6. 给局部狗图添加噪音]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "110415f3-6b35-4df1-b16d-6d9b2f456f75",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import cv2\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "img= cv2.imread(\"dog.jpg\",0)\n",
    "img_crop= img[500:1100, 100:600]\n",
    "h, w = img_crop.shape\n",
    "noise_img = np.random.randn(h, w) * 20\n",
    "img_noise = img_crop + noise_img\n",
    "plt.imshow(img_noise, cmap='gray')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "09f3089b-17b3-4837-9417-1b45f7cb0317",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "90b97488-a13e-4adf-86a1-7bc6fe535453",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
